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POLICY UPDATE: Senior leaders from the world’s leading research..
Certification Course in Reinforcement Learning
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Course Content
Introduction to Reinforcement Learning
Overview of Reinforcement Learning
Mathematical Foundations of RL
Multi-Armed Bandits and Fundamental RL Concepts
Understanding Multi-Armed Bandit Problem
Markov Decision Process (MDP)
Dynamic Programming in RL
Model-Free RL: Monte Carlo & Temporal Difference Learning
Monte Carlo Methods
Temporal Difference Learning (TD-Learning)
Deep Reinforcement Learning (Deep RL)
Introduction to Deep RL
Deep Q-Networks (DQN)
Policy Gradient Methods
Advanced RL Algorithms
Actor-Critic Methods
Evolutionary Strategies and Genetic Algorithms in RL
Model-Based RL
Applications of RL in Robotics and Games
Applying RL in Robotics
RL for Game Playing
RL for Finance, Healthcare, and Real-World Applications
RL in Finance
RL in Healthcare
Distributed RL and Multi-Agent Systems
Distributed RL
Multi-Agent Reinforcement Learning (MARL)
RL Deployment, Performance Optimization, and Ethical Considerations
Deploying RL Models
Performance Optimization in RL
Ethical Considerations in RL
Capstone Project and Certification Exam
Capstone Project
Certification Exam
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